Publications

The cemmap working paper series publishes papers expanding the frontiers of knowledge in microdata methods and practice. Martin Weidner is the editor of the working paper series.

Individual Heterogeneity and Average Welfare

Individual heterogeneity is an important source of variation in demand. Allowing for general heterogeneity is needed… Continue reading.

Jerry Hausman, Whitney K. Newey
October 2014

CWP42/14

Latest version

Individual Heterogeneity and Average Welfare
Jerry Hausman, Whitney K. Newey
May 2016 | CWP

Previous version

Individual heterogeneity and average welfare
Jerry Hausman, Whitney K. Newey
July 2013 | CWP34/13
Unobserved heterogeneity in income dynamics: an empirical Bayes perspective

Empirical Bayes methods for Gaussian compound decision problems involving longitudinal data are considered. The new convex… Continue reading.

Jiaying Gu, Roger Koenker
November 2014

CWP43/14

Latest version

The Quantile Performance of Statistical Treatment Rules Using Hypothesis Tests to Allocate a Population to Two Treatments

This paper modifies the Wald development of statistical decision theory to offer new perspective on the… Continue reading.

Charles F. Manski, Aleksey Tetenov
November 2014

CWP44/14

Inference about Non-Identified SVARs

We propose a method for conducting inference on impulse responses in structural vector autoregressions (SVARs) when… Continue reading.

Raffaella Giacomini, Toru Kitagawa
November 2014

CWP45/14

Latest version

Robust Bayesian inference for set-identified models
Raffaella Giacomini, Toru Kitagawa
November 2018 | CWP61/18
Optimal uniform convergence rates and asymptotic normality for series estimators under weak dependence and weak conditions

We show that spline and wavelet series regression estimators for weakly dependent regressors attain the optimal… Continue reading.

Xiaohong Chen, Timothy M. Christensen
December 2014

CWP46/14

Latest version

Dynamic linear panel regression models with interactive fixed effects

We analyze linear panel regression models with interactive fixed effects and predetermined regressors, e.g. lagged-dependent variables…. Continue reading.

Hyungsik Roger Roger Moon, Martin Weidner
December 2014

CWP47/14

Latest version

Dynamic linear panel regression models with interactive fixed effects
Hyungsik Roger Moon, Martin Weidner
December 2015 | CWP

Previous version

Dynamic linear panel regression models with interactive fixed effects
Hyungsik Roger Roger Moon, Martin Weidner
December 2013 | CWP63/13
Vector quantile regression

We propose a notion of conditional vector quantile function and a vector quantile regression. A conditional… Continue reading.

Guillaume Carlier, Victor Chernozhukov, Alfred Galichon
December 2014

CWP48/14

Latest version

Vector quantile regression: an optimal transport approach
Guillaume Carlier, Victor Chernozhukov, Alfred Galichon
September 2015 | CWP58/15
Central limit theorems and bootstrap in high dimensions

In this paper, we derive central limit and bootstrap theorems for probabilities that centered high-dimensional vector… Continue reading.

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
December 2014

CWP49/14

Latest version

Central limit theorems and bootstrap in high dimensions
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
August 2016 | CWP39/16
Inference in high dimensional panel models with an application to gun control

We consider estimation and inference in panel data models with additive unobserved individual specific heterogeneity in… Continue reading.

Alexandre Belloni, Victor Chernozhukov, Christian Hansen, Damian Kozbur
December 2014

CWP50/14

Latest version

Inference in high dimensional panel models with an application to gun control
Alexandre Belloni, Victor Chernozhukov, Christian Hansen, Damian Kozbur
September 2016 | CWP
Uniform post selection inference for LAD regression and other Z-estimation problems

We develop uniformly valid confidence regions for regression coefficients in a high-dimensional sparse median regression model… Continue reading.

Alexandre Belloni, Victor Chernozhukov, Kengo Kato
December 2014

CWP51/14

Latest version

Previous version

Uniform post selection inference for LAD regression and other z-estimation problems
Alexandre Belloni, Victor Chernozhukov, Kengo Kato
December 2013 | CWP74/13
Testing many moment inequalities

This paper considers the problem of testing many moment inequalities where the number of moment inequalities,… Continue reading.

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
December 2014

CWP52/14

Latest version

Testing many moment inequalities
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
August 2016 | CWP42/16

Previous version

Testing Many Moment Inequalities
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
December 2013 | CWP65/13
Valid post-selection inference in high-dimensional approximately sparse quantile regression models

This work proposes new inference methods for the estimation of a regression coefficient of interest in… Continue reading.

Alexandre Belloni, Victor Chernozhukov, Kengo Kato
December 2014

CWP53/14

Previous version

Robust inference in high-dimensional approximately sparse quantile regression models
Alexandre Belloni, Victor Chernozhukov, Kengo Kato
December 2013 | CWP70/13
Nonparametric identification in panels using quantiles

This paper considers identification and estimation of ceteris paribus effects of continuous regressors in nonseparable panel… Continue reading.

Victor Chernozhukov, Ivan Fernandez-Val, Stefan Hoderlein, Whitney K. Newey
December 2014

CWP54/14

Latest version

Nonparametric identification in panels using quantiles
Victor Chernozhukov, Ivan Fernandez-Val, Stefan Hoderlein, Hajo Holzmann, Whitney K. Newey
October 2015 | CWP

Previous version

Nonparametric identification in panels using quantiles
Victor Chernozhukov, Ivan Fernandez-Val, Stefan Hoderlein, Hajo Holzmann, Whitney K. Newey
December 2013 | CWP66/13